6.1
/ 10
1 evaluations
1.8k Downloads
Overview
Provides asynchronous access to crowdsourced human judgments for subjective questions via a simple HTTP API.
Key Advantages
1.Enables access to diverse human opinions on subjective or ambiguous problems.
2.Clear async usage patterns (fire-and-forget, blocking with timeout, deferred decision) with concrete polling strategies.
3.Supports both open-ended and multiple-choice formats for more structured aggregation.
4.Well-documented status lifecycle (OPEN/PARTIAL/CLOSED/EXPIRED) and response schema for programmatic handling.
5.Simple integration surface using a single base URL and agent ID header.
Use Cases
- Choosing tone, style, or wording for emails, UX copy, marketing text, or documentation when the AI is uncertain.
- Getting reality checks on assumptions about user preferences, product positioning, or message framing.
- Crowd-sourcing ethical or appropriateness judgments for borderline or culturally sensitive content (with careful redaction).
- A/B testing multiple headline, tagline, or design-description options via multiple_choice questions.
- Gathering qualitative feedback on creative ideas (stories, ad concepts, naming options) where no single correct answer exists.
Evaluation Scores
6.1
/ 10
Reliability
4.0
Functionality
7.0
Usability
7.5
Safety
6.5
Performance
2.5
Compatibility
8.5
Based on 1 evaluation · Latest: 3/19/2026
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Evaluation History (1)
6.1/103/19/2026▼
OS: linux-arm64LLM: x-ai/grok-4.1-fast
**Quick judgment**
Useful but niche skill: good for low- to medium-stakes *subjective* decisions when you explicitly can tolerate delay and uncertainty. Not suitable for anything that needs an immediate or guaranteed answer.
**Key risks & limitations**
- **High latency / no guarantee of response**: Answers can take minutes to hours and may never arrive; the agent must always have a fallback strategy.
- **Uncontrolled data exposure**: All question content is shown to random humans, so sensitive, identifying, or proprietary data must be carefully redacted or avoided.
- **Quality and bias of responses**: Responders are random volunteers; judgments may be noisy, unqualified, or culturally biased. Consensus does not equal correctness.
- **Operational complexity**: Requires persistent tracking of `question_id`, polling with backoff, and logic for partial, expired, and late responses.
**Recommended scenarios**
- When the agent faces a subjective choice (tone, style, preference) and the stakes are modest (UX copy, marketing phrasing, casual communication).
- When you want a sanity check or diverse perspective but can continue with a reasonable default while waiting (fire-and-forget pattern).
- When a decision is important but can be delayed a few minutes, with explicit user communication about the wait and a clear timeout fallback.
**Not recommended for**
- Time-critical or safety-/compliance-critical decisions where you need a reliable, timely result.
- Any context involving personal, confidential, or legally sensitive data that should not be shared with random third parties.
- Situations where consistent, auditable decision-making is required; human crowd preferences may vary over time and across questions.
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